Nearest Neighbor Search

Nearest Neighbor Search pdf epub mobi txt 电子书 下载 2025

出版者:Springer Verlag
作者:Papadopoulos, Apostolos N./ Manolopoulos, Yannis
出品人:
页数:196
译者:
出版时间:2004-11
价格:$ 190.97
装帧:HRD
isbn号码:9780387229638
丛书系列:
图书标签:
  • 机器学习
  • 数据挖掘
  • 算法
  • 相似度搜索
  • 向量搜索
  • 近似最近邻搜索
  • 信息检索
  • 数据库
  • 大数据
  • Python
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具体描述

Modern applications are both data and computationally intensive and require the storage and manipulation of voluminous traditional (alphanumeric) and nontraditional data sets (images, text, geometric objects, time-series). Examples of such emerging application domains are: Geographical Information Systems (GIS), Multimedia Information Systems, CAD/CAM, Time-Series Analysis, Medical Information Sstems, On-Line Analytical Processing (OLAP), and Data Mining. These applications pose diverse requirements with respect to the information and the operations that need to be supported. From the database perspective, new techniques and tools therefore need to be developed towards increased processing efficiency. This monograph explores the way spatial database management systems aim at supporting queries that involve the space characteristics of the underlying data, and discusses query processing techniques for nearest neighbor queries. It provides both basic concepts and state-of-the-art results in spatial databases and parallel processing research, and studies numerous applications of nearest neighbor queries.

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